Pandas Profiling Report

Dataset statistics

Number of variables	9
Number of observations	79215
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.4 MiB
Average record size in memory	72.0 B

Variable types

Numeric	9

Alerts

`X_38` is highly correlated with `X_39` and 1 other fields	High correlation
`X_39` is highly correlated with `X_38` and 1 other fields	High correlation
`X_40` is highly correlated with `X_38` and 1 other fields	High correlation
`X_41` is highly correlated with `X_43`	High correlation
`X_42` is highly correlated with `X_44` and 1 other fields	High correlation
`X_43` is highly correlated with `X_41` and 1 other fields	High correlation
`X_44` is highly correlated with `X_42`	High correlation
`X_45` is highly correlated with `X_42` and 1 other fields	High correlation
`X_38` is highly correlated with `X_39` and 1 other fields	High correlation
`X_39` is highly correlated with `X_38`	High correlation
`X_40` is highly correlated with `X_38`	High correlation
`X_41` is highly correlated with `X_43`	High correlation
`X_42` is highly correlated with `X_44` and 1 other fields	High correlation
`X_43` is highly correlated with `X_41` and 1 other fields	High correlation
`X_44` is highly correlated with `X_42`	High correlation
`X_45` is highly correlated with `X_42` and 1 other fields	High correlation
`X_38` is highly correlated with `X_39` and 1 other fields	High correlation
`X_39` is highly correlated with `X_38` and 1 other fields	High correlation
`X_40` is highly correlated with `X_38` and 1 other fields	High correlation
`X_41` is highly correlated with `X_43`	High correlation
`X_42` is highly correlated with `X_44`	High correlation
`X_43` is highly correlated with `X_41` and 1 other fields	High correlation
`X_44` is highly correlated with `X_42`	High correlation
`X_45` is highly correlated with `X_43`	High correlation
`X_38` is highly correlated with `X_41` and 1 other fields	High correlation
`X_39` is highly correlated with `X_40`	High correlation
`X_40` is highly correlated with `X_39`	High correlation
`X_41` is highly correlated with `X_38` and 4 other fields	High correlation
`X_42` is highly correlated with `X_38` and 3 other fields	High correlation
`X_43` is highly correlated with `X_41` and 2 other fields	High correlation
`X_44` is highly correlated with `X_41` and 2 other fields	High correlation
`X_45` is highly correlated with `X_41` and 2 other fields	High correlation
`X_38` is highly skewed (γ1 = 21.53589587)	Skewed
`df_index` is uniformly distributed	Uniform

Reproduction

Analysis started	2022-08-07 05:51:47.453350
Analysis finished	2022-08-07 05:52:00.996080
Duration	13.54 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

UNIFORM

Distinct	39608
Distinct (%)	50.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19803.25

Minimum	0
Maximum	39607
Zeros	2
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1980
Q1	9901.5
median	19803
Q3	29705
95-th percentile	37626.3
Maximum	39607
Range	39607
Interquartile range (IQR)	19803.5

Descriptive statistics

Standard deviation	11433.77256
Coefficient of variation (CV)	0.5773684907
Kurtosis	-1.199999999
Mean	19803.25
Median Absolute Deviation (MAD)	9902
Skewness	1.6561712 × 10^-9
Sum	1568714449
Variance	130731155.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2	< 0.1%
26407	2	< 0.1%
26400	2	< 0.1%
26401	2	< 0.1%
26402	2	< 0.1%
26403	2	< 0.1%
26404	2	< 0.1%
26405	2	< 0.1%
26406	2	< 0.1%
26408	2	< 0.1%
Other values (39598)	79195	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2	< 0.1%
1	2	< 0.1%
2	2	< 0.1%
3	2	< 0.1%
4	2	< 0.1%
5	2	< 0.1%
6	2	< 0.1%
7	2	< 0.1%
8	2	< 0.1%
9	2	< 0.1%

Value	Count	Frequency (%)
39607	1	< 0.1%
39606	2	< 0.1%
39605	2	< 0.1%
39604	2	< 0.1%
39603	2	< 0.1%
39602	2	< 0.1%
39601	2	< 0.1%
39600	2	< 0.1%
39599	2	< 0.1%
39598	2	< 0.1%

X_38
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED

Distinct	267
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-15.90735101

Minimum	-17.09
Maximum	32.23
Zeros	0
Zeros (%)	0.0%
Negative	79214
Negative (%)	> 99.9%
Memory size	619.0 KiB

Quantile statistics

Minimum	-17.09
5-th percentile	-16.33
Q1	-16.16
median	-15.99
Q3	-15.75
95-th percentile	-15.23
Maximum	32.23
Range	49.32
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	0.5320721989
Coefficient of variation (CV)	-0.03344819629
Kurtosis	1140.399844
Mean	-15.90735101
Median Absolute Deviation (MAD)	0.2
Skewness	21.53589587
Sum	-1260100.81
Variance	0.2831008248
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-16.11	1499	1.9%
-16.08	1453	1.8%
-16.04	1401	1.8%
-16.02	1396	1.8%
-15.99	1392	1.8%
-16.13	1376	1.7%
-16.17	1329	1.7%
-16.19	1291	1.6%
-16.23	1204	1.5%
-16.1	1135	1.4%
Other values (257)	65739	83.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.09	1	< 0.1%
-17.05	1	< 0.1%
-17.04	1	< 0.1%
-17.02	1	< 0.1%
-17.01	1	< 0.1%
-16.95	1	< 0.1%
-16.94	1	< 0.1%
-16.93	2	< 0.1%
-16.91	1	< 0.1%
-16.88	1	< 0.1%

Value	Count	Frequency (%)
32.23	1	< 0.1%
-2.65	61	0.1%
-14.1	1	< 0.1%
-14.12	1	< 0.1%
-14.2	1	< 0.1%
-14.25	1	< 0.1%
-14.26	1	< 0.1%
-14.35	1	< 0.1%
-14.38	1	< 0.1%
-14.39	1	< 0.1%

X_39
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	264
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-15.89356599

Minimum	-17.09
Maximum	-2.65
Zeros	0
Zeros (%)	0.0%
Negative	79215
Negative (%)	100.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	-17.09
5-th percentile	-16.34
Q1	-16.16
median	-15.99
Q3	-15.75
95-th percentile	-15.24
Maximum	-2.65
Range	14.44
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	0.7055989191
Coefficient of variation (CV)	-0.04439525525
Kurtosis	268.278863
Mean	-15.89356599
Median Absolute Deviation (MAD)	0.19
Skewness	14.534386
Sum	-1259008.83
Variance	0.4978698346
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-16.11	1511	1.9%
-16.08	1488	1.9%
-16.13	1449	1.8%
-16.02	1418	1.8%
-16.04	1385	1.7%
-16.17	1329	1.7%
-15.99	1310	1.7%
-16.19	1302	1.6%
-15.95	1242	1.6%
-16.23	1221	1.5%
Other values (254)	65560	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.09	1	< 0.1%
-17.07	1	< 0.1%
-16.99	2	< 0.1%
-16.97	2	< 0.1%
-16.93	1	< 0.1%
-16.91	2	< 0.1%
-16.89	2	< 0.1%
-16.88	3	< 0.1%
-16.86	1	< 0.1%
-16.84	5	< 0.1%

Value	Count	Frequency (%)
-2.65	173	0.2%
-14.11	1	< 0.1%
-14.15	1	< 0.1%
-14.16	1	< 0.1%
-14.21	1	< 0.1%
-14.24	1	< 0.1%
-14.26	1	< 0.1%
-14.31	1	< 0.1%
-14.33	1	< 0.1%
-14.36	1	< 0.1%

X_40
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	263
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-16.57232961

Minimum	-17.75
Maximum	-14.78
Zeros	0
Zeros (%)	0.0%
Negative	79215
Negative (%)	100.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	-17.75
5-th percentile	-16.99
Q1	-16.81
median	-16.64
Q3	-16.4
95-th percentile	-15.88
Maximum	-14.78
Range	2.97
Interquartile range (IQR)	0.41

Descriptive statistics

Standard deviation	0.3444261602
Coefficient of variation (CV)	-0.02078320721
Kurtosis	1.383041925
Mean	-16.57232961
Median Absolute Deviation (MAD)	0.2
Skewness	1.086859227
Sum	-1312777.09
Variance	0.1186293798
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-16.72	1432	1.8%
-16.76	1423	1.8%
-16.7	1408	1.8%
-16.79	1380	1.7%
-16.67	1377	1.7%
-16.81	1355	1.7%
-16.63	1316	1.7%
-16.85	1306	1.6%
-16.61	1182	1.5%
-16.88	1137	1.4%
Other values (253)	65899	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-17.75	1	< 0.1%
-17.72	2	< 0.1%
-17.69	1	< 0.1%
-17.62	1	< 0.1%
-17.59	1	< 0.1%
-17.58	1	< 0.1%
-17.56	2	< 0.1%
-17.55	2	< 0.1%
-17.53	2	< 0.1%
-17.52	1	< 0.1%

Value	Count	Frequency (%)
-14.78	1	< 0.1%
-14.8	1	< 0.1%
-14.83	1	< 0.1%
-14.88	1	< 0.1%
-14.97	2	< 0.1%
-15	1	< 0.1%
-15.01	1	< 0.1%
-15.05	1	< 0.1%
-15.06	1	< 0.1%
-15.07	4	< 0.1%

X_41
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	44
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.1871364

Minimum	20.73
Maximum	21.62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	20.73
5-th percentile	21.14
Q1	21.17
median	21.19
Q3	21.21
95-th percentile	21.24
Maximum	21.62
Range	0.89
Interquartile range (IQR)	0.04

Descriptive statistics

Standard deviation	0.03086650198
Coefficient of variation (CV)	0.001456851053
Kurtosis	3.214408381
Mean	21.1871364
Median Absolute Deviation (MAD)	0.02
Skewness	-0.08115085437
Sum	1678339.01
Variance	0.0009527409446
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
21.19	11427	14.4%
21.17	10227	12.9%
21.18	9520	12.0%
21.2	8385	10.6%
21.21	8289	10.5%
21.16	6639	8.4%
21.15	5454	6.9%
21.22	5045	6.4%
21.23	3829	4.8%
21.14	2804	3.5%
Other values (34)	7596	9.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.73	1	< 0.1%
20.78	1	< 0.1%
20.81	2	< 0.1%
20.85	2	< 0.1%
20.86	1	< 0.1%
20.89	1	< 0.1%
20.97	1	< 0.1%
20.98	1	< 0.1%
20.99	1	< 0.1%
21.01	2	< 0.1%

Value	Count	Frequency (%)
21.62	1	< 0.1%
21.51	1	< 0.1%
21.33	2	< 0.1%
21.32	6	< 0.1%
21.31	23	< 0.1%
21.3	43	0.1%
21.29	65	0.1%
21.28	158	0.2%
21.27	288	0.4%
21.26	652	0.8%

X_42
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.05950237

Minimum	20.79
Maximum	21.44
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	20.79
5-th percentile	21
Q1	21.03
median	21.06
Q3	21.09
95-th percentile	21.13
Maximum	21.44
Range	0.65
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.04023339753
Coefficient of variation (CV)	0.001910462879
Kurtosis	0.4649611753
Mean	21.05950237
Median Absolute Deviation (MAD)	0.03
Skewness	0.05199705833
Sum	1668228.48
Variance	0.001618726277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
21.06	8419	10.6%
21.05	7717	9.7%
21.08	7441	9.4%
21.04	7207	9.1%
21.07	6645	8.4%
21.03	6368	8.0%
21.09	5170	6.5%
21.1	5126	6.5%
21.02	4755	6.0%
21.01	4185	5.3%
Other values (35)	16182	20.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.79	1	< 0.1%
20.81	1	< 0.1%
20.88	1	< 0.1%
20.89	10	< 0.1%
20.9	22	< 0.1%
20.91	24	< 0.1%
20.92	49	0.1%
20.93	63	0.1%
20.94	115	0.1%
20.95	176	0.2%

Value	Count	Frequency (%)
21.44	1	< 0.1%
21.31	3	< 0.1%
21.29	2	< 0.1%
21.28	4	< 0.1%
21.27	1	< 0.1%
21.25	2	< 0.1%
21.24	5	< 0.1%
21.23	8	< 0.1%
21.22	6	< 0.1%
21.21	6	< 0.1%

X_43
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	54
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.20391706

Minimum	20.8
Maximum	21.41
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	20.8
5-th percentile	21.13
Q1	21.17
median	21.2
Q3	21.24
95-th percentile	21.28
Maximum	21.41
Range	0.61
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.04727842814
Coefficient of variation (CV)	0.002229702559
Kurtosis	0.6533989495
Mean	21.20391706
Median Absolute Deviation (MAD)	0.03
Skewness	-0.1374009512
Sum	1679668.29
Variance	0.002235249768
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.19	7530	9.5%
21.21	7475	9.4%
21.2	6345	8.0%
21.17	5883	7.4%
21.23	5713	7.2%
21.18	5709	7.2%
21.22	5583	7.0%
21.24	5308	6.7%
21.16	3910	4.9%
21.25	3750	4.7%
Other values (44)	22009	27.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.8	1	< 0.1%
20.84	1	< 0.1%
20.87	1	< 0.1%
20.89	1	< 0.1%
20.9	1	< 0.1%
20.92	2	< 0.1%
20.93	1	< 0.1%
20.95	1	< 0.1%
20.96	1	< 0.1%
20.97	3	< 0.1%

Value	Count	Frequency (%)
21.41	1	< 0.1%
21.4	4	< 0.1%
21.39	7	< 0.1%
21.38	7	< 0.1%
21.37	19	< 0.1%
21.36	25	< 0.1%
21.35	65	0.1%
21.34	90	0.1%
21.33	170	0.2%
21.32	304	0.4%

X_44
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	37
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.16023266

Minimum	20.93
Maximum	21.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	20.93
5-th percentile	21.1
Q1	21.13
median	21.16
Q3	21.19
95-th percentile	21.22
Maximum	21.32
Range	0.39
Interquartile range (IQR)	0.06

Descriptive statistics

Standard deviation	0.04214197817
Coefficient of variation (CV)	0.001991564972
Kurtosis	-0.1111087146
Mean	21.16023266
Median Absolute Deviation (MAD)	0.03
Skewness	-0.3667056325
Sum	1676207.83
Variance	0.001775946324
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
21.19	8156	10.3%
21.12	7209	9.1%
21.14	7202	9.1%
21.13	6920	8.7%
21.2	6738	8.5%
21.21	6626	8.4%
21.15	5974	7.5%
21.18	5380	6.8%
21.17	4686	5.9%
21.11	3983	5.0%
Other values (27)	16341	20.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20.93	1	< 0.1%
20.94	1	< 0.1%
20.95	4	< 0.1%
20.96	8	< 0.1%
20.97	3	< 0.1%
20.98	8	< 0.1%
20.99	19	< 0.1%
21	30	< 0.1%
21.01	74	0.1%
21.02	119	0.2%

Value	Count	Frequency (%)
21.32	1	< 0.1%
21.28	2	< 0.1%
21.27	2	< 0.1%
21.26	19	< 0.1%
21.25	137	0.2%
21.24	654	0.8%
21.23	1951	2.5%
21.22	3610	4.6%
21.21	6626	8.4%
21.2	6738	8.5%

X_45
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	40
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.154575901

Minimum	0
Maximum	0.42
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	619.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0.08
Q1	0.12
median	0.15
Q3	0.19
95-th percentile	0.23
Maximum	0.42
Range	0.42
Interquartile range (IQR)	0.07

Descriptive statistics

Standard deviation	0.04718884696
Coefficient of variation (CV)	0.3052794559
Kurtosis	-0.353650489
Mean	0.154575901
Median Absolute Deviation (MAD)	0.03
Skewness	0.2462375801
Sum	12244.73
Variance	0.002226787277
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=40)

Value	Count	Frequency (%)
0.13	6166	7.8%
0.12	6049	7.6%
0.14	5833	7.4%
0.16	5773	7.3%
0.15	5700	7.2%
0.11	5465	6.9%
0.17	5449	6.9%
0.18	5188	6.5%
0.19	4763	6.0%
0.1	4462	5.6%
Other values (30)	24367	30.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.01	3	< 0.1%
0.02	10	< 0.1%
0.03	34	< 0.1%
0.04	124	0.2%
0.05	308	0.4%
0.06	646	0.8%
0.07	1206	1.5%
0.08	2086	2.6%
0.09	3259	4.1%

Value	Count	Frequency (%)
0.42	2	< 0.1%
0.39	2	< 0.1%
0.38	1	< 0.1%
0.36	3	< 0.1%
0.35	3	< 0.1%
0.34	5	< 0.1%
0.33	7	< 0.1%
0.32	10	< 0.1%
0.31	32	< 0.1%
0.3	60	0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	df_index	X_38	X_39	X_40	X_41	X_42	X_43	X_44	X_45
0	0	-16.41	-16.36	-17.03	21.20	20.99	21.28	21.09	0.29
1	1	-16.06	-16.11	-16.74	21.16	21.03	21.16	21.13	0.13
2	2	-16.16	-16.17	-16.76	21.13	21.03	21.17	21.12	0.14
3	3	-16.05	-16.03	-16.67	21.18	20.98	21.20	21.09	0.22
4	4	-16.25	-16.23	-16.85	21.16	20.96	21.18	21.10	0.22
5	5	-16.45	-16.50	-17.14	21.17	21.07	21.19	21.16	0.12
6	6	-15.60	-15.58	-16.23	21.18	20.99	21.20	21.10	0.21
7	7	-16.08	-15.99	-16.68	21.19	21.00	21.23	21.12	0.23
8	8	-15.85	-15.91	-16.54	21.17	21.07	21.17	21.16	0.10
9	9	-16.03	-16.00	-16.63	21.13	21.00	21.17	21.10	0.17

Last rows

	df_index	X_38	X_39	X_40	X_41	X_42	X_43	X_44	X_45
79205	39598	-15.54	-15.48	-16.19	21.24	21.10	21.27	21.18	0.17
79206	39599	-15.74	-15.75	-16.42	21.21	21.11	21.27	21.18	0.16
79207	39600	-16.03	-16.01	-16.64	21.18	21.03	21.24	21.10	0.21
79208	39601	-16.03	-16.08	-16.72	21.17	21.12	21.23	21.21	0.11
79209	39602	-16.04	-16.02	-16.63	21.17	21.04	21.17	21.13	0.13
79210	39603	-16.17	-16.26	-16.88	21.16	21.13	21.24	21.19	0.11
79211	39604	-16.11	-16.10	-16.73	21.16	21.03	21.22	21.12	0.19
79212	39605	-16.23	-16.32	-16.93	21.16	21.11	21.23	21.17	0.12
79213	39606	-15.99	-16.05	-16.67	21.18	21.10	21.21	21.19	0.11
79214	39607	-15.75	-15.81	-16.44	21.17	21.10	21.23	21.18	0.13

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows